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The Weisfeiler-Lehman Method and Graph Isomorphism Testing

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Properties of the `$k$-equivalent' graph families constructed in Cai, F\"{u}rer and Immerman, and Evdokimov and Ponomarenko are analysed relative the the recursive $k$-dim WL method. An extension to the recursive $k$-dim WL method is presented that is shown to efficiently characterise all such types of `counterexample' graphs, under certain assumptions. These assumptions are shown to hold in all known cases.

B. L. Douglas• 2011

Related benchmarks

TaskDatasetResultRank
Graph ClassificationMUTAG (10-fold cross-validation)
Accuracy90.4
206
Graph ClassificationPTC (10-fold cross-validation)
Accuracy59.9
115
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